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Human-led, insight-powered: The Missing Link Between AI and Actual Savings

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Businesses are investing heavily in AI. Adoption is growing fast. But measurable financial return is still far from guaranteed.

Businesses are investing heavily in AI. Adoption is growing fast. But measurable financial return is still far from guaranteed. PwC found that only 12% of CEOs say AI has delivered both cost and revenue benefits, while 56% report no significant financial benefit to date. McKinsey found that 88% of organisations are already using AI regularly somewhere in the business, yet only 39% report enterprise-level EBIT impact.

AI Can Strengthen Cost optimisation

AI can help organisations:

  • improve spend visibility
  • identify anomalies and leakage
  • support forecasting and risk assessment
  • surface supplier and category opportunities faster

McKinsey highlights AI’s growing role in procurement for forecasting, performance optimisation, and supplier negotiations.

But AI Does Not Deliver Savings On Its Own

Actual savings still depend on:

  • commercial judgement
  • supplier relationships
  • internal stakeholder alignment
  • governance and human validation
  • implementation that turns opportunity into outcome

McKinsey’s research shows that companies capturing the most value from AI are more likely to redesign workflows, track KPIs, ensure leadership ownership, and define where human validation is required.

Why this matters

In cost optimisation, insight is only valuable if it leads to action.

It still takes experienced people to:

  • challenge cost intelligently
  • protect important supplier relationships while testing the market
  • align procurement, finance and operations
  • implement changes in the real world
  • make savings stick

McKinsey also notes that supplier collaboration creates value through trust, transparency, governance and cross-functional engagement, not price pressure alone.

WHERE ERA GROUP FITS

ERA Group combines data, insight, and market intelligence with the human expertise needed to deliver measurable savings. Because in the age of AI, the organisations that win will not be technology-led alone. They will be human-led, insight-powered.

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